


hard_imgs_ids = [   
        'D_P_M2_SS_V_RA_MD_V_N_back_0904130630',
        'D_P_M4_SS_F_S_MD_F_W_front_0905160555',
        'D_P_M5_SS_F_C_MD_F_RL_front_0906103948',
        'S_P_F1_CK_R_LL_front_0907111656',
        'S_P_F1_CL_F_RT_LW_V_W_front_0907101750',
        'S_P_F1_CP_F_RL_KC_V_RL_front_0907101049',
        'S_P_F1_CP_F_RT_KC_V_B_back_0907101256',
        'S_P_F1_CP_F_S_KC_V_N_back_0907100011',
        'S_P_F1_GA_F_C_KK_V_LT_back_0907090615',
        'S_P_F1_GA_F_C_KK_V_LT_front_0907090615',
        'S_P_F1_GA_R_W_front_0907110851',
        'S_P_F1_KC_F_RL_CP_V_RL_front_0907095542',
        'S_P_F1_KK_F_W_GA_V_B_front_0907091328',
        'S_P_F1_KK_L_RL_back_0907111042',
        'S_P_F1_LW_F_LL_CL_V_LL_back_0907102859',
        'S_P_F1_LW_F_LL_CL_V_RA_front_0907103156',
        'S_P_F1_LW_F_RL_CL_V_RL_front_0907103018',
        'S_P_F1_LW_R_LL_back_0907113113',
        'S_P_F1_LW_R_LL_front_0907113113',
        'S_P_F1_LW_R_RL_front_0907113201',
        'S_P_F1_MD_F_S_SS_V_LA_front_0907093024',
        'S_P_F1_MD_F_W_SS_V_RA_front_0907093231',
        'S_P_F1_MD_L_LL_front_0907111328',
        'S_P_F1_SS_F_C_MD_V_B_back_0907092059',
        'S_P_F1_SS_F_RL_MD_V_RL_back_0907092646',
        'S_P_F1_WB_F_RA_CK_V_W_front_0907095059',
        'S_P_F1_WB_F_RL_CK_V_RL_front_0907094930',
        'S_P_F2_CK_F_RT_WB_V_B_back_0907145100',
        'S_P_F2_CL_F_LA_LW_V_N_front_0907151249',
        'S_P_F2_CL_F_LL_LW_V_LL_back_0907151701',
        'S_P_F2_CL_F_RT_LW_V_LL_back_0907151447',
        'S_P_F2_CP_F_LL_KC_V_LL_back_0907150923',
        'S_P_F2_GA_F_RL_KK_V_N_back_0907143407',
        'S_P_F2_GA_R_RT_front_0907153539',
        'S_P_F2_KC_F_LL_CP_V_LL_back_0907150442',
        'S_P_F2_KC_F_LL_CP_V_LL_front_0907150442',
        'S_P_F2_KC_F_RT_CP_V_N_front_0907150405',
        'S_P_F2_LW_F_RA_CL_V_RL_front_0907152603',
        'S_P_F2_SS_L_RL_front_0907153900',
        'S_P_F2_WB_F_RL_CK_V_LL_front_0907150007',
        'S_P_F2_WB_L_LT_front_0907154539',
        'S_P_F2_WB_R_RT_front_0907154614',
        'S_P_F3_CK_F_LL_WB_V_RL_back_0910102934',
        'S_P_F3_CK_F_RA_WB_V_W_front_0910102638',
        'S_P_F3_CL_F_LL_LW_V_RL_front_0910105627',
        'S_P_F3_CL_F_RA_LW_V_B_front_0910105239',
        'S_P_F3_CL_F_RL_LW_V_LL_front_0910105800',
        'S_P_F3_CL_F_RT_LW_V_N_front_0910105359',
        'S_P_F3_CP_F_RA_KC_V_N_back_0910104434',
        'S_P_F3_CP_R_LL_back_0910151145',
        'S_P_F3_GA_F_RL_KK_V_LL_back_0910095411',
        'S_P_F3_KC_F_LT_CP_V_N_front_0910104129',
        'S_P_F3_KC_F_RA_CP_V_W_front_0910103957',
        'S_P_F3_KC_F_RL_CP_V_LL_front_0910104248',
        'S_P_F3_KC_L_RL_back_0910151016',
        'S_P_F3_KK_F_LT_GA_V_N_back_0910095721',
        'S_P_F3_KK_F_RT_GA_V_N_back_0910100649',
        'S_P_F3_LW_F_LL_CL_V_RL_back_0910110801',
        'S_P_F3_LW_F_RA_CL_V_B_front_0910105957',
        'S_P_F3_LW_F_RL_CL_V_LL_back_0910110853',
        'S_P_F3_LW_R_LL_front_0910151521',
        'S_P_F3_MD_F_LT_SS_V_N_front_0910102014',
        'S_P_F3_MD_F_RA_SS_V_B_front_0910101838',
        'S_P_F3_MD_F_RL_SS_V_LL_front_0910102427',
        'S_P_F3_MD_R_RL_front_0910111523',
        'S_P_F3_SS_F_LT_MD_V_N_back_0910101140',
        'S_P_F3_SS_F_LT_MD_V_N_front_0910101140',
        'S_P_F3_SS_F_RA_MD_V_B_front_0910101048',
        'S_P_F3_SS_F_RL_MD_V_LL_back_0910101639',
        'S_P_F3_WB_F_LT_CK_V_N_front_0910103511',
        'S_P_F3_WB_F_RL_CK_V_LL_back_0910103731',
        'S_P_F4_CK_F_LT_WB_V_N_front_0910155648',
        'S_P_F4_CK_F_S_WB_V_W_back_0910155533',
        'S_P_F4_CK_L_RL_front_0910162959',
        'S_P_F4_CL_F_RL_LW_V_RL_front_0910161930',
        'S_P_F4_CL_F_RT_LW_V_N_front_0910161750',
        'S_P_F4_CL_L_RL_back_0910163615',
        'S_P_F4_CP_F_RT_KC_V_N_back_0910161124',
        'S_P_F4_KC_F_LL_CP_V_LL_front_0910160900',
        'S_P_F4_KK_F_C_GA_V_N_back_0910153745',
        'S_P_F4_KK_F_LT_GA_V_W_front_0910153934',
        'S_P_F4_KK_R_LL_back_0910162711',
        'S_P_F4_LW_F_LL_CL_V_LL_back_0910162336',
        'S_P_F4_LW_F_LT_CL_V_N_front_0910162143',
        'S_P_F4_LW_F_RA_CL_V_RA_back_0910162048',
        'S_P_F4_LW_F_RL_CL_V_RL_front_0910162415',
        'S_P_F4_LW_L_LL_front_0910163655',
        'S_P_F4_MD_F_LT_SS_V_N_back_0910155035',
        'S_P_F4_SS_F_LL_MD_V_RL_back_0910154607',
        'S_P_F4_SS_F_LT_MD_V_W_front_0910154528',
        'S_P_F4_SS_F_S_MD_V_N_back_0910154305',
        'S_P_F4_SS_F_S_MD_V_N_back_0910154353',
        'S_P_F4_WB_F_LT_CK_V_N_back_0910160158',
        'S_P_F4_WB_F_RL_CK_V_RL_back_0910160329',
        'S_P_F4_WB_L_RL_front_0910163154',
        'S_P_M1_CK_F_RL_WB_V_W_front_0903144406',
        'S_P_M1_CK_F_RT_WB_V_B_back_0903143322',
        'S_P_M1_CK_F_RT_WB_V_B_front_0903143322',
        'S_P_M1_CK_F_W_WB_V_LT_back_0903144753',
        'S_P_M1_CK_R_RA_back_0903162336',
        'S_P_M1_CK_R_W_front_0903162152',
        'S_P_M1_CL_R_W_front_0903163552',
        'S_P_M1_CP_F_LT_KC_V_LA_back_0903150707',
        'S_P_M1_CP_F_RL_KC_V_W_back_0903152041',
        'S_P_M1_CP_F_RL_KC_V_W_front_0903152041',
        'S_P_M1_CP_R_RT_back_0903163024',
        'S_P_M1_CP_R_RT_front_0903163024',
        'S_P_M1_GA_F_C_KK_V_LT_back_0903124800',
        'S_P_M1_GA_F_RT_KK_V_RL_back_0903125935',
        'S_P_M1_KC_F_C_CP_V_W_front_0903150922',
        'S_P_M1_KC_F_LA_CP_V_N_front_0903150801',
        'S_P_M1_KC_F_RT_CP_V_RA_front_0903151602',
        'S_P_M1_KK_R_RT_back_0903154922',
        'S_P_M1_KK_R_RT_front_0903154922',
        'S_P_M1_LW_F_RA_CL_V_RL_back_0903154334',
        'S_P_M1_LW_F_RA_CL_V_RL_front_0903154334',
        'S_P_M1_LW_F_RL_CL_V_LA_back_0903153632',
        'S_P_M1_LW_F_W_CL_V_B_back_0903154531',
        'S_P_M1_LW_R_RT_back_0903163703',
        'S_P_M1_MD_F_C_SS_V_B_back_0903134340',
        'S_P_M1_MD_F_C_SS_V_W_back_0903131310',
        'S_P_M1_MD_F_LL_SS_V_RL_back_0903132413',
        'S_P_M1_MD_F_RA_SS_V_LA_front_0903131210',
        'S_P_M1_MD_F_RL_SS_V_LL_back_0903132707',
        'S_P_M1_MD_F_RL_SS_V_LL_front_0903132707',
        'S_P_M1_SS_F_C_MD_V_B_back_0903133934',
        'S_P_M1_SS_F_LL_MD_V_RL_front_0903133104',
        'S_P_M1_SS_F_RL_MD_V_LL_back_0903132032',
        'S_P_M1_WB_F_RL_CK_V_W_back_0903145053',
        'S_P_M1_WB_F_RL_CK_V_W_front_0903145053',
        'S_P_M1_WB_F_RT_CK_V_LA_back_0903143611',
        'S_P_M2_CK_F_LA_WB_V_B_front_0904100447',
        'S_P_M2_CK_F_W_WB_V_W_back_0904101012',
        'S_P_M2_CL_F_RA_LW_V_LA_front_0904104605',
        'S_P_M2_CL_F_RL_LW_V_LL_back_0904110117',
        'S_P_M2_CL_F_S_LW_V_W_front_0904105525',
        'S_P_M2_CL_F_W_LW_V_N_front_0904105806',
        'S_P_M2_CL_L_LL_back_0904125750',
        'S_P_M2_CL_R_RT_front_0904125842',
        'S_P_M2_CP_F_LA_KC_V_RA_back_0904102249',
        'S_P_M2_CP_F_LA_KC_V_RA_front_0904102249',
        'S_P_M2_CP_F_LL_KC_V_RL_back_0904102905',
        'S_P_M2_CP_F_LT_KC_V_N_back_0904102808',
        'S_P_M2_CP_F_RT_KC_V_N_back_0904102705',
        'S_P_M2_CP_L_LA_front_0904125547',
        'S_P_M2_CP_R_LL_back_0904125653',
        'S_P_M2_CP_R_LL_front_0904125653',
        'S_P_M2_GA_F_LT_KK_V_N_back_0904084341',
        'S_P_M2_KC_F_RA_CP_V_LA_front_0904101524',
        'S_P_M2_KC_F_RL_CP_V_LL_front_0904102047',
        'S_P_M2_KC_L_LT_front_0904125454',
        'S_P_M2_KK_F_W_GA_V_N_back_0904085724',
        'S_P_M2_LW_F_LA_CL_V_RA_back_0904110252',
        'S_P_M2_LW_F_LL_CL_V_RL_front_0904111135',
        'S_P_M2_LW_F_RT_CL_V_N_back_0904111001',
        'S_P_M2_LW_F_RT_CL_V_N_front_0904111001',
        'S_P_M2_LW_F_W_CL_V_B_back_0904110535',
        'S_P_M2_LW_L_LA_back_0904130324',
        'S_P_M2_MD_F_C_SS_V_B_back_0904093354',
        'S_P_M2_MD_F_C_SS_V_B_front_0904093354',
        'S_P_M2_MD_F_RL_SS_V_LL_back_0904093711',
        'S_P_M2_MD_F_RL_SS_V_LL_front_0904093711',
        'S_P_M2_MD_F_RT_SS_V_N_front_0904093524',
        'S_P_M2_MD_F_W_SS_V_W_front_0904093907',
        'S_P_M2_MD_R_RA_front_0904112820',
        'S_P_M2_SS_F_C_MD_V_W_front_0904091030',
        'S_P_M2_SS_F_LL_MD_V_RL_front_0904090639',
        'S_P_M2_SS_F_RA_MD_V_RL_front_0904091552',
        'S_P_M2_SS_F_RT_MD_V_N_front_0904085944',
        'S_P_M2_WB_F_LT_CK_V_N_back_0904100135',
        'S_P_M2_WB_F_LT_CK_V_N_front_0904100135',
        'S_P_M2_WB_F_RT_CK_V_LL_back_0904100227',
        'S_P_M2_WB_F_S_CK_V_LA_front_0904095903',
        'S_P_M2_WB_R_W_back_0904113227',
        'S_P_M3_CK_F_LA_WB_V_B_front_0905091712',
        'S_P_M3_CK_F_LT_WB_V_N_back_0905092024',
        'S_P_M3_CK_F_RL_WB_V_LL_front_0905092144',
        'S_P_M3_CK_F_RT_WB_V_N_front_0905091923',
        'S_P_M3_CL_F_LT_LW_V_N_front_0905100938',
        'S_P_M3_CL_R_LL_back_0905105808',
        'S_P_M3_CP_F_LL_KC_V_RL_back_0905095841',
        'S_P_M3_CP_R_LA_front_0905105709',
        'S_P_M3_GA_F_RL_KK_V_LL_back_0905085439',
        'S_P_M3_GA_F_RT_KK_V_N_back_0905085231',
        'S_P_M3_GA_F_W_KK_V_N_back_0905085124',
        'S_P_M3_GA_L_LL_back_0905103112',
        'S_P_M3_KC_F_LT_CP_V_W_front_0905094758',
        'S_P_M3_KC_F_RA_CP_V_LA_front_0905094459',
        'S_P_M3_KC_R_W_front_0905105315',
        'S_P_M3_KK_F_LL_GA_V_RL_front_0905090010',
        'S_P_M3_KK_F_RT_GA_V_N_front_0905085817',
        'S_P_M3_LW_F_RL_CL_V_RL_back_0905102041',
        'S_P_M3_LW_R_LA_front_0905110343',
        'S_P_M3_MD_F_LT_SS_V_N_front_0905091421',
        'S_P_M3_MD_F_RL_SS_V_LL_back_0905091540',
        'S_P_M3_MD_F_S_SS_V_B_front_0905091058',
        'S_P_M3_MD_R_LL_front_0905104114',
        'S_P_M3_SS_R_LA_front_0905103653',
        'S_P_M3_WB_F_LL_CK_V_RL_front_0905092954',
        'S_P_M3_WB_F_LT_CK_V_N_back_0905092728',
        'S_P_M3_WB_F_S_CK_V_LA_back_0905092439',
        'S_P_M3_WB_F_W_CK_V_W_front_0905092642',
        'S_P_M3_WB_R_LL_back_0905104615',
        'S_P_M3_WB_R_LL_front_0905104615',
        'S_P_M4_CK_F_RA_WB_V_B_back_0905144350',
        'S_P_M4_CK_F_RA_WB_V_B_front_0905144350',
        'S_P_M4_CK_F_RL_WB_V_LL_front_0905144801',
        'S_P_M4_CK_F_RT_WB_V_N_front_0905144558',
        'S_P_M4_CK_F_W_WB_V_N_back_0905144514',
        'S_P_M4_CL_F_LT_LW_V_N_front_0905152046',
        'S_P_M4_CL_F_RL_LW_V_LL_back_0905152136',
        'S_P_M4_CP_F_RA_KC_V_LA_back_0905151305',
        'S_P_M4_CP_F_RA_KC_V_LA_front_0905151305',
        'S_P_M4_CP_F_RL_KC_V_LL_back_0905151627',
        'S_P_M4_CP_L_RL_back_0905160012',
        'S_P_M4_GA_F_LT_KK_V_N_back_0905141325',
        'S_P_M4_GA_F_RL_KK_V_LL_back_0905141443',
        'S_P_M4_KC_F_RL_CP_V_LL_back_0905151156',
        'S_P_M4_KC_L_RL_back_0905155815',
        'S_P_M4_KK_F_RT_GA_V_N_front_0905142200',
        'S_P_M4_LW_F_LT_CL_V_B_back_0905152842',
        'S_P_M4_LW_F_RL_CL_V_LL_back_0905152928',
        'S_P_M4_LW_F_RL_CL_V_LL_front_0905152928',
        'S_P_M4_LW_F_W_CL_V_LA_back_0905152448',
        'S_P_M4_MD_F_LL_SS_V_RL_front_0905144216',
        'S_P_M4_MD_F_RA_SS_V_LA_front_0905143709',
        'S_P_M4_MD_F_RT_SS_V_N_front_0905144122',
        'S_P_M4_MD_F_S_SS_V_B_front_0905143922',
        'S_P_M4_MD_L_LL_back_0905153534',
        'S_P_M4_SS_F_RA_MD_V_LA_front_0905142650',
        'S_P_M4_SS_F_S_MD_V_B_front_0905143258',
        'S_P_M4_SS_F_W_MD_V_W_front_0905143405',
        'S_P_M4_WB_F_RL_CK_V_LL_back_0905145418',
        'S_P_M5_CL_F_RA_LW_V_LA_front_0906094321',
        'S_P_M5_CL_F_RT_LW_V_W_front_0906094628',
        'S_P_M5_CP_F_RA_KC_V_LA_back_0906092537',
        'S_P_M5_CP_F_RL_KC_V_RL_front_0906093016',
        'S_P_M5_KC_F_RA_CP_V_LA_front_0906092023',
        'S_P_M5_KC_F_RL_CP_V_N_front_0906092259',
        'S_P_M5_LW_F_LT_CL_V_N_back_0906095217',
        'S_P_M5_LW_F_RA_CL_V_LA_back_0906094850',
        'S_P_M5_LW_F_RL_CL_V_RL_front_0906095453',
        'S_P_M5_MD_F_RL_SS_V_RL_back_0906090316',
        'S_P_M5_MD_F_RL_SS_V_RL_front_0906090316',
        'S_P_M5_MD_F_RT_SS_V_N_back_0906090036',
        'S_P_M5_MD_F_RT_SS_V_N_front_0906090036',
        'S_P_M5_MD_F_S_SS_V_B_front_0906085754',
        'S_P_M5_SS_F_C_MD_V_B_back_0906084624',
        'S_P_M5_SS_F_RL_MD_V_RL_back_0906085003',
        'S_P_M5_WB_F_C_CK_V_LA_front_0906091328',
        'S_P_M5_WB_F_LT_CK_V_W_front_0906091635',
        'S_P_M5_WB_F_RT_CK_V_N_front_0906091730',
        'S_P_M5_WB_L_LT_back_0906101508',
        'S_P_M6_CK_F_LA_WB_V_B_back_0906143738',
        'S_P_M6_CK_F_LT_WB_V_N_front_0906143835',
        'S_P_M6_CK_L_LT_front_0906152117',
        'S_P_M6_CL_F_LT_LW_V_W_front_0906150123',
        'S_P_M6_CL_F_RL_LW_V_LL_front_0906150507',
        'S_P_M6_CP_R_W_front_0906152512',
        'S_P_M6_GA_F_LA_KK_V_N_front_0906141124',
        'S_P_M6_GA_F_RT_KK_V_LL_back_0906141559',
        'S_P_M6_KC_F_LL_CP_V_LL_back_0906145241',
        'S_P_M6_KC_L_W_front_0906152347',
        'S_P_M6_KK_F_RT_GA_V_N_front_0906142221',
        'S_P_M6_LW_F_C_CL_V_B_back_0906150603',
        'S_P_M6_LW_F_LT_CL_V_N_back_0906150735',
        'S_P_M6_MD_F_LT_SS_V_N_front_0906143309',
        'S_P_M6_MD_F_W_SS_V_W_front_0906143355',
        'S_P_M6_MD_R_LT_front_0906151902',
        'S_P_M6_SS_F_LL_MD_V_LL_front_0906142836',
        'S_P_M6_SS_F_W_MD_V_W_back_0906142648',
        'S_P_M6_WB_F_LT_CK_V_B_front_0906144340',
        'S_P_M6_WB_F_RL_CK_V_N_front_0906144607',
        'S_P_M6_WB_F_S_CK_V_LA_front_0906144245',
        'S_P_M6_WB_L_W_back_0906152220',
        'T_P_F1_KC_F_LA_CP_F_RA_CL_F_S_front_0907141659',
        'T_P_F1_LW_V_LA_GA_V_W_CP_V_RA_front_0907141834',
        'T_P_F4_KC_V_N_CP_V_RL_CL_V_LL_back_0910164614',
        'T_P_M4_MD_F_W_CK_F_RT_WB_F_W_front_0905161927'
]